Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 1156772 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 207.4 MiB |
| Average record size in memory | 188.0 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 7 |
addr_state has a high cardinality: 51 distinct values | High cardinality |
loan_amnt is highly correlated with installment and 1 other fields | High correlation |
installment is highly correlated with loan_amnt and 1 other fields | High correlation |
loan_status is highly correlated with ROI | High correlation |
open_acc is highly correlated with total_acc | High correlation |
total_acc is highly correlated with open_acc | High correlation |
total_pymnt is highly correlated with loan_amnt and 2 other fields | High correlation |
ROI is highly correlated with loan_status and 1 other fields | High correlation |
loan_amnt is highly correlated with installment and 1 other fields | High correlation |
installment is highly correlated with loan_amnt and 1 other fields | High correlation |
loan_status is highly correlated with ROI | High correlation |
open_acc is highly correlated with total_acc | High correlation |
total_acc is highly correlated with open_acc | High correlation |
total_pymnt is highly correlated with loan_amnt and 2 other fields | High correlation |
ROI is highly correlated with loan_status and 1 other fields | High correlation |
loan_amnt is highly correlated with installment and 1 other fields | High correlation |
installment is highly correlated with loan_amnt and 1 other fields | High correlation |
loan_status is highly correlated with ROI | High correlation |
open_acc is highly correlated with total_acc | High correlation |
total_acc is highly correlated with open_acc | High correlation |
total_pymnt is highly correlated with loan_amnt and 2 other fields | High correlation |
ROI is highly correlated with loan_status and 1 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
loan_status is highly correlated with ROI | High correlation |
term is highly correlated with ROI and 1 other fields | High correlation |
total_pymnt is highly correlated with installment and 2 other fields | High correlation |
installment is highly correlated with total_pymnt and 2 other fields | High correlation |
total_acc is highly correlated with open_acc | High correlation |
ROI is highly correlated with loan_status and 4 other fields | High correlation |
loan_amnt is highly correlated with term and 3 other fields | High correlation |
annual_inc is highly skewed (γ1 = 47.28305342) | Skewed |
emp_length has 98508 (8.5%) zeros | Zeros |
delinq_2yrs has 930540 (80.4%) zeros | Zeros |
inq_last_6mths has 661742 (57.2%) zeros | Zeros |
pub_rec has 961673 (83.1%) zeros | Zeros |
Reproduction
| Analysis started | 2021-07-15 03:26:13.364833 |
|---|---|
| Analysis finished | 2021-07-15 03:31:51.891973 |
| Duration | 5 minutes and 38.53 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 1549 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14294.20828 |
| Minimum | 500 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3175 |
| Q1 | 7800 |
| median | 12000 |
| Q3 | 20000 |
| 95-th percentile | 32225 |
| Maximum | 40000 |
| Range | 39500 |
| Interquartile range (IQR) | 12200 |
Descriptive statistics
| Standard deviation | 8677.84587 |
|---|---|
| Coefficient of variation (CV) | 0.6070882486 |
| Kurtosis | -0.02323530406 |
| Mean | 14294.20828 |
| Median Absolute Deviation (MAD) | 5825 |
| Skewness | 0.8065039352 |
| Sum | 1.65351399 × 1010 |
| Variance | 75305008.94 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 86761 | 7.5% |
| 12000 | 64025 | 5.5% |
| 15000 | 60165 | 5.2% |
| 20000 | 59788 | 5.2% |
| 5000 | 42559 | 3.7% |
| 35000 | 42349 | 3.7% |
| 8000 | 42230 | 3.7% |
| 6000 | 39661 | 3.4% |
| 16000 | 31853 | 2.8% |
| 25000 | 28528 | 2.5% |
| Other values (1539) | 658853 |
| Value | Count | Frequency (%) |
| 500 | 2 | < 0.1% |
| 800 | 1 | < 0.1% |
| 950 | 1 | < 0.1% |
| 1000 | 5004 | |
| 1025 | 14 | < 0.1% |
| 1050 | 35 | < 0.1% |
| 1075 | 16 | < 0.1% |
| 1100 | 130 | < 0.1% |
| 1125 | 28 | < 0.1% |
| 1150 | 27 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 6115 | |
| 39975 | 4 | < 0.1% |
| 39950 | 2 | < 0.1% |
| 39900 | 6 | < 0.1% |
| 39875 | 1 | < 0.1% |
| 39850 | 2 | < 0.1% |
| 39825 | 3 | < 0.1% |
| 39800 | 3 | < 0.1% |
| 39775 | 5 | < 0.1% |
| 39750 | 3 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 MiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 11567720 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 60 months |
| 4th row | 60 months |
| 5th row | 36 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 879067 | |
| 60 months | 277705 | 24.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| months | 1156772 | |
| 36 | 879067 | |
| 60 | 277705 | 12.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2313544 | ||
| 6 | 1156772 | |
| m | 1156772 | |
| o | 1156772 | |
| n | 1156772 | |
| t | 1156772 | |
| h | 1156772 | |
| s | 1156772 | |
| 3 | 879067 | 7.6% |
| 0 | 277705 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6940632 | |
| Space Separator | 2313544 | 20.0% |
| Decimal Number | 2313544 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 1156772 | |
| o | 1156772 | |
| n | 1156772 | |
| t | 1156772 | |
| h | 1156772 | |
| s | 1156772 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 1156772 | |
| 3 | 879067 | |
| 0 | 277705 | 12.0% |
Space Separator
| Value | Count | Frequency (%) |
| 2313544 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6940632 | |
| Common | 4627088 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 1156772 | |
| o | 1156772 | |
| n | 1156772 | |
| t | 1156772 | |
| h | 1156772 | |
| s | 1156772 |
Common
| Value | Count | Frequency (%) |
| 2313544 | ||
| 6 | 1156772 | |
| 3 | 879067 | 19.0% |
| 0 | 277705 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11567720 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2313544 | ||
| 6 | 1156772 | |
| m | 1156772 | |
| o | 1156772 | |
| n | 1156772 | |
| t | 1156772 | |
| h | 1156772 | |
| s | 1156772 | |
| 3 | 879067 | 7.6% |
| 0 | 277705 | 2.4% |
| Distinct | 78622 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 434.0155144 |
| Minimum | 4.93 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 4.93 |
|---|---|
| 5-th percentile | 107.95 |
| Q1 | 246.99 |
| median | 371.07 |
| Q3 | 573.32 |
| 95-th percentile | 956.35 |
| Maximum | 1719.83 |
| Range | 1714.9 |
| Interquartile range (IQR) | 326.33 |
Descriptive statistics
| Standard deviation | 259.5520317 |
|---|---|
| Coefficient of variation (CV) | 0.5980247782 |
| Kurtosis | 0.8086749356 |
| Mean | 434.0155144 |
| Median Absolute Deviation (MAD) | 153.13 |
| Skewness | 1.024974036 |
| Sum | 502056994.6 |
| Variance | 67367.25718 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 327.34 | 2683 | 0.2% |
| 301.15 | 2443 | 0.2% |
| 332.1 | 2325 | 0.2% |
| 318.79 | 2018 | 0.2% |
| 312.86 | 1896 | 0.2% |
| 361.38 | 1842 | 0.2% |
| 451.73 | 1762 | 0.2% |
| 392.81 | 1757 | 0.2% |
| 602.3 | 1750 | 0.2% |
| 491.01 | 1696 | 0.1% |
| Other values (78612) | 1136600 |
| Value | Count | Frequency (%) |
| 4.93 | 1 | |
| 14.01 | 1 | |
| 14.77 | 1 | |
| 16.25 | 1 | |
| 16.31 | 1 | |
| 19.87 | 1 | |
| 20.22 | 1 | |
| 21.25 | 1 | |
| 21.62 | 1 | |
| 21.74 | 1 |
| Value | Count | Frequency (%) |
| 1719.83 | 1 | < 0.1% |
| 1717.63 | 1 | < 0.1% |
| 1715.42 | 1 | < 0.1% |
| 1618.03 | 1 | < 0.1% |
| 1607.8 | 2 | < 0.1% |
| 1587.23 | 2 | < 0.1% |
| 1584.9 | 1 | < 0.1% |
| 1569.11 | 3 | |
| 1568.25 | 1 | < 0.1% |
| 1566.8 | 7 |
grade
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.729148873 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.280707666 |
|---|---|
| Coefficient of variation (CV) | 0.4692699906 |
| Kurtosis | 0.1377284728 |
| Mean | 2.729148873 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6303438821 |
| Sum | 3157003 |
| Variance | 1.640212126 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 336447 | |
| 2 | 334062 | |
| 1 | 205333 | |
| 4 | 170523 | |
| 5 | 77467 | 6.7% |
| 6 | 25802 | 2.2% |
| 7 | 7138 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 205333 | |
| 2 | 334062 | |
| 3 | 336447 | |
| 4 | 170523 | |
| 5 | 77467 | 6.7% |
| 6 | 25802 | 2.2% |
| 7 | 7138 | 0.6% |
| Value | Count | Frequency (%) |
| 7 | 7138 | 0.6% |
| 6 | 25802 | 2.2% |
| 5 | 77467 | 6.7% |
| 4 | 170523 | |
| 3 | 336447 | |
| 2 | 334062 | |
| 1 | 205333 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.967095504 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 98508 |
| Zeros (%) | 8.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 3.693057306 |
|---|---|
| Coefficient of variation (CV) | 0.6189036699 |
| Kurtosis | -1.500871438 |
| Mean | 5.967095504 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.21735933 |
| Sum | 6902569 |
| Variance | 13.63867227 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 404499 | |
| 2 | 111509 | 9.6% |
| 0 | 98508 | 8.5% |
| 3 | 98359 | 8.5% |
| 1 | 81044 | 7.0% |
| 5 | 76506 | 6.6% |
| 4 | 73325 | 6.3% |
| 6 | 57018 | 4.9% |
| 8 | 55380 | 4.8% |
| 7 | 54077 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 98508 | |
| 1 | 81044 | |
| 2 | 111509 | |
| 3 | 98359 | |
| 4 | 73325 | |
| 5 | 76506 | |
| 6 | 57018 | |
| 7 | 54077 | |
| 8 | 55380 | |
| 9 | 46547 |
| Value | Count | Frequency (%) |
| 10 | 404499 | |
| 9 | 46547 | 4.0% |
| 8 | 55380 | 4.8% |
| 7 | 54077 | 4.7% |
| 6 | 57018 | 4.9% |
| 5 | 76506 | 6.6% |
| 4 | 73325 | 6.3% |
| 3 | 98359 | 8.5% |
| 2 | 111509 | 9.6% |
| 1 | 81044 | 7.0% |
home_ownership
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 259 |
| OTHER | 48 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.873291366 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6794059 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MORTGAGE |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | MORTGAGE |
| 4th row | MORTGAGE |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 571621 | |
| RENT | 465503 | |
| OWN | 119302 | 10.3% |
| ANY | 259 | < 0.1% |
| OTHER | 48 | < 0.1% |
| NONE | 39 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| mortgage | 571621 | |
| rent | 465503 | |
| own | 119302 | 10.3% |
| any | 259 | < 0.1% |
| other | 48 | < 0.1% |
| none | 39 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1143242 | |
| E | 1037211 | |
| R | 1037172 | |
| T | 1037172 | |
| O | 691010 | |
| N | 585142 | |
| A | 571880 | |
| M | 571621 | |
| W | 119302 | 1.8% |
| Y | 259 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 6794059 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 1143242 | |
| E | 1037211 | |
| R | 1037172 | |
| T | 1037172 | |
| O | 691010 | |
| N | 585142 | |
| A | 571880 | |
| M | 571621 | |
| W | 119302 | 1.8% |
| Y | 259 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6794059 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 1143242 | |
| E | 1037211 | |
| R | 1037172 | |
| T | 1037172 | |
| O | 691010 | |
| N | 585142 | |
| A | 571880 | |
| M | 571621 | |
| W | 119302 | 1.8% |
| Y | 259 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6794059 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 1143242 | |
| E | 1037211 | |
| R | 1037172 | |
| T | 1037172 | |
| O | 691010 | |
| N | 585142 | |
| A | 571880 | |
| M | 571621 | |
| W | 119302 | 1.8% |
| Y | 259 | < 0.1% |
| Distinct | 52633 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77545.7614 |
| Minimum | 33 |
|---|---|
| Maximum | 10999200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 30000 |
| Q1 | 47000 |
| median | 65000 |
| Q3 | 92000 |
| 95-th percentile | 158700 |
| Maximum | 10999200 |
| Range | 10999167 |
| Interquartile range (IQR) | 45000 |
Descriptive statistics
| Standard deviation | 71428.22134 |
|---|---|
| Coefficient of variation (CV) | 0.921110581 |
| Kurtosis | 4844.268239 |
| Mean | 77545.7614 |
| Median Absolute Deviation (MAD) | 21000 |
| Skewness | 47.28305342 |
| Sum | 8.970276551 × 1010 |
| Variance | 5101990803 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 45123 | 3.9% |
| 50000 | 40125 | 3.5% |
| 65000 | 34174 | 3.0% |
| 70000 | 32572 | 2.8% |
| 40000 | 31300 | 2.7% |
| 80000 | 31156 | 2.7% |
| 75000 | 30473 | 2.6% |
| 45000 | 29307 | 2.5% |
| 55000 | 27690 | 2.4% |
| 100000 | 23956 | 2.1% |
| Other values (52623) | 830896 |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 100 | 3 | |
| 487 | 1 | < 0.1% |
| 600 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 1000 | 4 | |
| 1066 | 1 | < 0.1% |
| 1200 | 1 | < 0.1% |
| 1400 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10999200 | 1 | |
| 9550000 | 1 | |
| 9522972 | 1 | |
| 9500000 | 1 | |
| 9300000 | 1 | |
| 9225000 | 1 | |
| 9000000 | 1 | |
| 8900060 | 1 | |
| 8706582 | 1 | |
| 8700000 | 1 |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 MiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.0950291 |
| Min length | 8 |
Characters and Unicode
| Total characters | 13991191 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Not Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 469665 | |
| Not Verified | 362340 | |
| Verified | 324767 |
Length
Pie chart
| Value | Count | Frequency (%) |
| verified | 1156772 | |
| source | 469665 | |
| not | 362340 | 18.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2783209 | |
| i | 2313544 | |
| r | 1626437 | |
| V | 1156772 | |
| f | 1156772 | |
| d | 1156772 | |
| o | 832005 | 5.9% |
| 832005 | 5.9% | |
| S | 469665 | 3.4% |
| u | 469665 | 3.4% |
| Other values (3) | 1194345 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 11170409 | |
| Uppercase Letter | 1988777 | 14.2% |
| Space Separator | 832005 | 5.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2783209 | |
| i | 2313544 | |
| r | 1626437 | |
| f | 1156772 | |
| d | 1156772 | |
| o | 832005 | 7.4% |
| u | 469665 | 4.2% |
| c | 469665 | 4.2% |
| t | 362340 | 3.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 1156772 | |
| S | 469665 | |
| N | 362340 | 18.2% |
Space Separator
| Value | Count | Frequency (%) |
| 832005 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 13159186 | |
| Common | 832005 | 5.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2783209 | |
| i | 2313544 | |
| r | 1626437 | |
| V | 1156772 | |
| f | 1156772 | |
| d | 1156772 | |
| o | 832005 | 6.3% |
| S | 469665 | 3.6% |
| u | 469665 | 3.6% |
| c | 469665 | 3.6% |
| Other values (2) | 724680 | 5.5% |
Common
| Value | Count | Frequency (%) |
| 832005 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13991191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2783209 | |
| i | 2313544 | |
| r | 1626437 | |
| V | 1156772 | |
| f | 1156772 | |
| d | 1156772 | |
| o | 832005 | 5.9% |
| 832005 | 5.9% | |
| S | 469665 | 3.4% |
| u | 469665 | 3.4% |
| Other values (3) | 1194345 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1156772 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 931992 | |
| 0 | 224780 | 19.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 931992 | |
| 0 | 224780 | 19.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 931992 | |
| 0 | 224780 | 19.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1156772 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 931992 | |
| 0 | 224780 | 19.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1156772 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 931992 | |
| 0 | 224780 | 19.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1156772 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 931992 | |
| 0 | 224780 | 19.4% |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 25311 |
| Other values (9) | 63798 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.90281404 |
| Min length | 3 |
Characters and Unicode
| Total characters | 17239158 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | small_business |
| 3rd row | home_improvement |
| 4th row | major_purchase |
| 5th row | debt_consolidation |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 670735 | |
| credit_card | 254847 | 22.0% |
| home_improvement | 74334 | 6.4% |
| other | 67747 | 5.9% |
| major_purchase | 25311 | 2.2% |
| medical | 13441 | 1.2% |
| small_business | 12716 | 1.1% |
| car | 12587 | 1.1% |
| moving | 8437 | 0.7% |
| vacation | 7959 | 0.7% |
| Other values (4) | 8658 | 0.7% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 670735 | |
| credit_card | 254847 | 22.0% |
| home_improvement | 74334 | 6.4% |
| other | 67747 | 5.9% |
| major_purchase | 25311 | 2.2% |
| medical | 13441 | 1.2% |
| small_business | 12716 | 1.1% |
| car | 12587 | 1.1% |
| moving | 8437 | 0.7% |
| vacation | 7959 | 0.7% |
| Other values (4) | 8658 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 2276539 | |
| d | 1867988 | |
| t | 1746456 | |
| i | 1714945 | |
| n | 1448265 | |
| e | 1279673 | |
| c | 1239826 | |
| _ | 1038747 | 6.0% |
| a | 1031868 | 6.0% |
| s | 753023 | 4.4% |
| Other values (12) | 2841828 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16200411 | |
| Connector Punctuation | 1038747 | 6.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 2276539 | |
| d | 1867988 | |
| t | 1746456 | |
| i | 1714945 | |
| n | 1448265 | |
| e | 1279673 | |
| c | 1239826 | |
| a | 1031868 | |
| s | 753023 | 4.6% |
| r | 716592 | 4.4% |
| Other values (11) | 2125236 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1038747 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 16200411 | |
| Common | 1038747 | 6.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 2276539 | |
| d | 1867988 | |
| t | 1746456 | |
| i | 1714945 | |
| n | 1448265 | |
| e | 1279673 | |
| c | 1239826 | |
| a | 1031868 | |
| s | 753023 | 4.6% |
| r | 716592 | 4.4% |
| Other values (11) | 2125236 |
Common
| Value | Count | Frequency (%) |
| _ | 1038747 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17239158 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 2276539 | |
| d | 1867988 | |
| t | 1746456 | |
| i | 1714945 | |
| n | 1448265 | |
| e | 1279673 | |
| c | 1239826 | |
| _ | 1038747 | 6.0% |
| a | 1031868 | 6.0% |
| s | 753023 | 4.4% |
| Other values (12) | 2841828 |
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 MiB |
| CA | |
|---|---|
| TX | |
| NY | |
| FL | |
| IL | 44856 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2313544 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PA |
|---|---|
| 2nd row | SD |
| 3rd row | IL |
| 4th row | PA |
| 5th row | GA |
Common Values
| Value | Count | Frequency (%) |
| CA | 168991 | 14.6% |
| TX | 95967 | 8.3% |
| NY | 94282 | 8.2% |
| FL | 80695 | 7.0% |
| IL | 44856 | 3.9% |
| NJ | 41924 | 3.6% |
| PA | 39288 | 3.4% |
| OH | 37679 | 3.3% |
| GA | 37077 | 3.2% |
| VA | 32916 | 2.8% |
| Other values (41) | 483097 |
Length
| Value | Count | Frequency (%) |
| ca | 168991 | 14.6% |
| tx | 95967 | 8.3% |
| ny | 94282 | 8.2% |
| fl | 80695 | 7.0% |
| il | 44856 | 3.9% |
| nj | 41924 | 3.6% |
| pa | 39288 | 3.4% |
| oh | 37679 | 3.3% |
| ga | 37077 | 3.2% |
| va | 32916 | 2.8% |
| Other values (41) | 483097 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 396744 | |
| C | 260642 | |
| N | 259758 | |
| L | 152964 | 6.6% |
| T | 145003 | 6.3% |
| M | 139771 | 6.0% |
| I | 121311 | 5.2% |
| Y | 107825 | 4.7% |
| O | 106092 | 4.6% |
| X | 95967 | 4.1% |
| Other values (14) | 527467 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2313544 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 396744 | |
| C | 260642 | |
| N | 259758 | |
| L | 152964 | 6.6% |
| T | 145003 | 6.3% |
| M | 139771 | 6.0% |
| I | 121311 | 5.2% |
| Y | 107825 | 4.7% |
| O | 106092 | 4.6% |
| X | 95967 | 4.1% |
| Other values (14) | 527467 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2313544 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 396744 | |
| C | 260642 | |
| N | 259758 | |
| L | 152964 | 6.6% |
| T | 145003 | 6.3% |
| M | 139771 | 6.0% |
| I | 121311 | 5.2% |
| Y | 107825 | 4.7% |
| O | 106092 | 4.6% |
| X | 95967 | 4.1% |
| Other values (14) | 527467 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2313544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 396744 | |
| C | 260642 | |
| N | 259758 | |
| L | 152964 | 6.6% |
| T | 145003 | 6.3% |
| M | 139771 | 6.0% |
| I | 121311 | 5.2% |
| Y | 107825 | 4.7% |
| O | 106092 | 4.6% |
| X | 95967 | 4.1% |
| Other values (14) | 527467 |
dti
Real number (ℝ)
| Distinct | 6379 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.14050433 |
| Minimum | -1 |
|---|---|
| Maximum | 999 |
| Zeros | 590 |
| Zeros (%) | 0.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 5.01 |
| Q1 | 11.76 |
| median | 17.53 |
| Q3 | 23.93 |
| 95-th percentile | 32.78 |
| Maximum | 999 |
| Range | 1000 |
| Interquartile range (IQR) | 12.17 |
Descriptive statistics
| Standard deviation | 9.615304137 |
|---|---|
| Coefficient of variation (CV) | 0.5300461313 |
| Kurtosis | 1231.736228 |
| Mean | 18.14050433 |
| Median Absolute Deviation (MAD) | 6.06 |
| Skewness | 14.65419916 |
| Sum | 20984427.47 |
| Variance | 92.45407365 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.2 | 864 | 0.1% |
| 18 | 850 | 0.1% |
| 16.8 | 838 | 0.1% |
| 14.4 | 837 | 0.1% |
| 15.6 | 792 | 0.1% |
| 13.2 | 777 | 0.1% |
| 12 | 762 | 0.1% |
| 20.4 | 745 | 0.1% |
| 21.6 | 727 | 0.1% |
| 10.8 | 693 | 0.1% |
| Other values (6369) | 1148887 |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| 0 | 590 | |
| 0.01 | 9 | < 0.1% |
| 0.02 | 15 | < 0.1% |
| 0.03 | 10 | < 0.1% |
| 0.04 | 7 | < 0.1% |
| 0.05 | 9 | < 0.1% |
| 0.06 | 21 | < 0.1% |
| 0.07 | 16 | < 0.1% |
| 0.08 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 10 | |
| 831.97 | 1 | < 0.1% |
| 797.1 | 1 | < 0.1% |
| 771.31 | 1 | < 0.1% |
| 762.5 | 1 | < 0.1% |
| 669.23 | 1 | < 0.1% |
| 606.8 | 1 | < 0.1% |
| 602.67 | 1 | < 0.1% |
| 592.12 | 1 | < 0.1% |
| 586.79 | 1 | < 0.1% |
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3242229238 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 930540 |
| Zeros (%) | 80.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8912197426 |
|---|---|
| Coefficient of variation (CV) | 2.748786952 |
| Kurtosis | 58.92139786 |
| Mean | 0.3242229238 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.609803477 |
| Sum | 375052 |
| Variance | 0.7942726296 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 930540 | |
| 1 | 149880 | 13.0% |
| 2 | 44085 | 3.8% |
| 3 | 16116 | 1.4% |
| 4 | 7167 | 0.6% |
| 5 | 3718 | 0.3% |
| 6 | 2061 | 0.2% |
| 7 | 1150 | 0.1% |
| 8 | 681 | 0.1% |
| 9 | 421 | < 0.1% |
| Other values (21) | 953 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 930540 | |
| 1 | 149880 | 13.0% |
| 2 | 44085 | 3.8% |
| 3 | 16116 | 1.4% |
| 4 | 7167 | 0.6% |
| 5 | 3718 | 0.3% |
| 6 | 2061 | 0.2% |
| 7 | 1150 | 0.1% |
| 8 | 681 | 0.1% |
| 9 | 421 | < 0.1% |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 29 | 2 | |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 3 | |
| 25 | 2 | |
| 24 | 1 | < 0.1% |
| 22 | 3 | |
| 21 | 4 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6521492567 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 661742 |
| Zeros (%) | 57.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9316926401 |
|---|---|
| Coefficient of variation (CV) | 1.428649394 |
| Kurtosis | 3.278905143 |
| Mean | 0.6521492567 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.69294849 |
| Sum | 754388 |
| Variance | 0.8680511757 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 661742 | |
| 1 | 318057 | |
| 2 | 117027 | 10.1% |
| 3 | 43281 | 3.7% |
| 4 | 11738 | 1.0% |
| 5 | 4125 | 0.4% |
| 6 | 770 | 0.1% |
| 7 | 19 | < 0.1% |
| 8 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 661742 | |
| 1 | 318057 | |
| 2 | 117027 | 10.1% |
| 3 | 43281 | 3.7% |
| 4 | 11738 | 1.0% |
| 5 | 4125 | 0.4% |
| 6 | 770 | 0.1% |
| 7 | 19 | < 0.1% |
| 8 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 13 | < 0.1% |
| 7 | 19 | < 0.1% |
| 6 | 770 | 0.1% |
| 5 | 4125 | 0.4% |
| 4 | 11738 | 1.0% |
| 3 | 43281 | 3.7% |
| 2 | 117027 | 10.1% |
| 1 | 318057 | |
| 0 | 661742 |
| Distinct | 83 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.68118696 |
| Minimum | 1 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 90 |
| Range | 89 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.5042328 |
|---|---|
| Coefficient of variation (CV) | 0.4712049229 |
| Kurtosis | 3.384592643 |
| Mean | 11.68118696 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.302245563 |
| Sum | 13512470 |
| Variance | 30.29657872 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 102226 | 8.8% |
| 10 | 99687 | 8.6% |
| 8 | 97897 | 8.5% |
| 11 | 92525 | 8.0% |
| 7 | 87558 | 7.6% |
| 12 | 83287 | 7.2% |
| 13 | 72691 | 6.3% |
| 6 | 72297 | 6.2% |
| 14 | 62109 | 5.4% |
| 15 | 52001 | 4.5% |
| Other values (73) | 334494 |
| Value | Count | Frequency (%) |
| 1 | 350 | < 0.1% |
| 2 | 3752 | 0.3% |
| 3 | 13291 | 1.1% |
| 4 | 31001 | 2.7% |
| 5 | 51874 | |
| 6 | 72297 | |
| 7 | 87558 | |
| 8 | 97897 | |
| 9 | 102226 | |
| 10 | 99687 |
| Value | Count | Frequency (%) |
| 90 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 86 | 1 | < 0.1% |
| 84 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 80 | 2 | |
| 79 | 1 | < 0.1% |
| 77 | 1 | < 0.1% |
| 76 | 3 |
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21453493 |
| Minimum | 0 |
|---|---|
| Maximum | 63 |
| Zeros | 961673 |
| Zeros (%) | 83.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5975280812 |
|---|---|
| Coefficient of variation (CV) | 2.785225144 |
| Kurtosis | 456.647265 |
| Mean | 0.21453493 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.729955051 |
| Sum | 248168 |
| Variance | 0.3570398078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 961673 | |
| 1 | 163132 | 14.1% |
| 2 | 21069 | 1.8% |
| 3 | 6371 | 0.6% |
| 4 | 2279 | 0.2% |
| 5 | 1087 | 0.1% |
| 6 | 548 | < 0.1% |
| 7 | 241 | < 0.1% |
| 8 | 130 | < 0.1% |
| 9 | 68 | < 0.1% |
| Other values (25) | 174 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 961673 | |
| 1 | 163132 | 14.1% |
| 2 | 21069 | 1.8% |
| 3 | 6371 | 0.6% |
| 4 | 2279 | 0.2% |
| 5 | 1087 | 0.1% |
| 6 | 548 | < 0.1% |
| 7 | 241 | < 0.1% |
| 8 | 130 | < 0.1% |
| 9 | 68 | < 0.1% |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 49 | 2 | |
| 47 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 28 | 3 | |
| 25 | 1 | < 0.1% |
revol_bal
Real number (ℝ≥0)
| Distinct | 79704 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16182.97523 |
| Minimum | 0 |
|---|---|
| Maximum | 2904836 |
| Zeros | 4756 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1707 |
| Q1 | 5945 |
| median | 11073 |
| Q3 | 19593 |
| 95-th percentile | 43269 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 13648 |
Descriptive statistics
| Standard deviation | 22347.68219 |
|---|---|
| Coefficient of variation (CV) | 1.380937799 |
| Kurtosis | 778.7699151 |
| Mean | 16182.97523 |
| Median Absolute Deviation (MAD) | 6090 |
| Skewness | 14.17206609 |
| Sum | 1.872001262 × 1010 |
| Variance | 499418899.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4756 | 0.4% |
| 5235 | 96 | < 0.1% |
| 6312 | 89 | < 0.1% |
| 8 | 88 | < 0.1% |
| 6239 | 87 | < 0.1% |
| 5453 | 87 | < 0.1% |
| 2 | 87 | < 0.1% |
| 5249 | 86 | < 0.1% |
| 5314 | 86 | < 0.1% |
| 6118 | 85 | < 0.1% |
| Other values (79694) | 1151225 |
| Value | Count | Frequency (%) |
| 0 | 4756 | |
| 1 | 53 | < 0.1% |
| 2 | 87 | < 0.1% |
| 3 | 74 | < 0.1% |
| 4 | 60 | < 0.1% |
| 5 | 61 | < 0.1% |
| 6 | 75 | < 0.1% |
| 7 | 62 | < 0.1% |
| 8 | 88 | < 0.1% |
| 9 | 63 | < 0.1% |
| Value | Count | Frequency (%) |
| 2904836 | 1 | |
| 2568995 | 1 | |
| 2560703 | 1 | |
| 1746716 | 1 | |
| 1696796 | 1 | |
| 1298783 | 1 | |
| 1190046 | 1 | |
| 1087664 | 1 | |
| 1044210 | 1 | |
| 1043860 | 1 |
revol_util
Real number (ℝ≥0)
| Distinct | 1325 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.77143175 |
| Minimum | 0 |
|---|---|
| Maximum | 892.3 |
| Zeros | 5672 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.6 |
| Q1 | 33.4 |
| median | 52 |
| Q3 | 70.6 |
| 95-th percentile | 91.5 |
| Maximum | 892.3 |
| Range | 892.3 |
| Interquartile range (IQR) | 37.2 |
Descriptive statistics
| Standard deviation | 24.47262235 |
|---|---|
| Coefficient of variation (CV) | 0.4727051487 |
| Kurtosis | 0.4238643853 |
| Mean | 51.77143175 |
| Median Absolute Deviation (MAD) | 18.6 |
| Skewness | -0.022792492 |
| Sum | 59887742.65 |
| Variance | 598.9092445 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5672 | 0.5% |
| 53 | 2294 | 0.2% |
| 57 | 2279 | 0.2% |
| 54 | 2271 | 0.2% |
| 48 | 2266 | 0.2% |
| 58 | 2258 | 0.2% |
| 59 | 2236 | 0.2% |
| 52 | 2224 | 0.2% |
| 61 | 2210 | 0.2% |
| 56 | 2205 | 0.2% |
| Other values (1315) | 1130857 |
| Value | Count | Frequency (%) |
| 0 | 5672 | |
| 0.03 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.1 | 783 | 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.2 | 624 | 0.1% |
| 0.3 | 593 | 0.1% |
| 0.4 | 514 | < 0.1% |
| 0.46 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 892.3 | 1 | |
| 366.6 | 1 | |
| 193 | 1 | |
| 184.6 | 1 | |
| 182.8 | 1 | |
| 177.7 | 1 | |
| 172 | 1 | |
| 165.8 | 1 | |
| 162 | 1 | |
| 156.3 | 1 |
| Distinct | 140 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.01253229 |
| Minimum | 2 |
|---|---|
| Maximum | 176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 16 |
| median | 23 |
| Q3 | 32 |
| 95-th percentile | 47 |
| Maximum | 176 |
| Range | 174 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.02461624 |
|---|---|
| Coefficient of variation (CV) | 0.4807436567 |
| Kurtosis | 1.697894815 |
| Mean | 25.01253229 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.9647115528 |
| Sum | 28933797 |
| Variance | 144.5913956 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 41859 | 3.6% |
| 21 | 41472 | 3.6% |
| 19 | 41471 | 3.6% |
| 22 | 41378 | 3.6% |
| 18 | 40875 | 3.5% |
| 23 | 40714 | 3.5% |
| 17 | 40575 | 3.5% |
| 24 | 39632 | 3.4% |
| 16 | 38831 | 3.4% |
| 25 | 38202 | 3.3% |
| Other values (130) | 751763 |
| Value | Count | Frequency (%) |
| 2 | 280 | < 0.1% |
| 3 | 1099 | 0.1% |
| 4 | 4105 | 0.4% |
| 5 | 6725 | 0.6% |
| 6 | 9878 | 0.9% |
| 7 | 13320 | |
| 8 | 16879 | |
| 9 | 20559 | |
| 10 | 24130 | |
| 11 | 27527 |
| Value | Count | Frequency (%) |
| 176 | 1 | |
| 169 | 1 | |
| 156 | 1 | |
| 151 | 2 | |
| 150 | 1 | |
| 146 | 2 | |
| 144 | 2 | |
| 141 | 1 | |
| 140 | 1 | |
| 138 | 1 |
| Distinct | 1087461 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14693.52947 |
| Minimum | 0 |
|---|---|
| Maximum | 63296.87792 |
| Zeros | 680 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2510.4665 |
| Q1 | 6817.02 |
| median | 12025.62 |
| Q3 | 20303.38367 |
| 95-th percentile | 36153.77547 |
| Maximum | 63296.87792 |
| Range | 63296.87792 |
| Interquartile range (IQR) | 13486.36367 |
Descriptive statistics
| Standard deviation | 10241.98898 |
|---|---|
| Coefficient of variation (CV) | 0.6970407621 |
| Kurtosis | 0.7199555622 |
| Mean | 14693.52947 |
| Median Absolute Deviation (MAD) | 6054.549034 |
| Skewness | 1.057335482 |
| Sum | 1.699706348 × 1010 |
| Variance | 104898338.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 680 | 0.1% |
| 10838.35484 | 174 | < 0.1% |
| 11258.43637 | 167 | < 0.1% |
| 13510.12859 | 151 | < 0.1% |
| 16257.52756 | 151 | < 0.1% |
| 16887.64456 | 126 | < 0.1% |
| 13006.0278 | 123 | < 0.1% |
| 27095.91178 | 118 | < 0.1% |
| 22516.86275 | 116 | < 0.1% |
| 21676.71967 | 109 | < 0.1% |
| Other values (1087451) | 1154857 |
| Value | Count | Frequency (%) |
| 0 | 680 | |
| 10 | 1 | < 0.1% |
| 16.58 | 1 | < 0.1% |
| 17.58 | 1 | < 0.1% |
| 25 | 3 | < 0.1% |
| 30 | 1 | < 0.1% |
| 30.86 | 1 | < 0.1% |
| 31.33 | 1 | < 0.1% |
| 32.36 | 1 | < 0.1% |
| 33.63 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 63296.87792 | 1 | |
| 62862.50673 | 1 | |
| 62837.63969 | 1 | |
| 62760.91388 | 1 | |
| 62687.03089 | 1 | |
| 62686.38817 | 1 | |
| 62670.38232 | 1 | |
| 62663.61834 | 1 | |
| 62663.6183 | 1 | |
| 62451.00816 | 1 |
application_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 MiB |
| Individual | |
|---|---|
| Joint App | 20818 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.982003368 |
| Min length | 9 |
Characters and Unicode
| Total characters | 11546902 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Joint App |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 1135954 | |
| Joint App | 20818 | 1.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| individual | 1135954 | |
| joint | 20818 | 1.8% |
| app | 20818 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 2292726 | |
| d | 2271908 | |
| n | 1156772 | |
| I | 1135954 | |
| v | 1135954 | |
| u | 1135954 | |
| a | 1135954 | |
| l | 1135954 | |
| p | 41636 | 0.4% |
| J | 20818 | 0.2% |
| Other values (4) | 83272 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10348494 | |
| Uppercase Letter | 1177590 | 10.2% |
| Space Separator | 20818 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 2292726 | |
| d | 2271908 | |
| n | 1156772 | |
| v | 1135954 | |
| u | 1135954 | |
| a | 1135954 | |
| l | 1135954 | |
| p | 41636 | 0.4% |
| o | 20818 | 0.2% |
| t | 20818 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 1135954 | |
| J | 20818 | 1.8% |
| A | 20818 | 1.8% |
Space Separator
| Value | Count | Frequency (%) |
| 20818 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11526084 | |
| Common | 20818 | 0.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 2292726 | |
| d | 2271908 | |
| n | 1156772 | |
| I | 1135954 | |
| v | 1135954 | |
| u | 1135954 | |
| a | 1135954 | |
| l | 1135954 | |
| p | 41636 | 0.4% |
| J | 20818 | 0.2% |
| Other values (3) | 62454 | 0.5% |
Common
| Value | Count | Frequency (%) |
| 20818 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11546902 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 2292726 | |
| d | 2271908 | |
| n | 1156772 | |
| I | 1135954 | |
| v | 1135954 | |
| u | 1135954 | |
| a | 1135954 | |
| l | 1135954 | |
| p | 41636 | 0.4% |
| J | 20818 | 0.2% |
| Other values (4) | 83272 | 0.7% |
fico
Real number (ℝ≥0)
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 697.866188 |
| Minimum | 662 |
|---|---|
| Maximum | 847.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | 662 |
|---|---|
| 5-th percentile | 662 |
| Q1 | 672 |
| median | 692 |
| Q3 | 712 |
| 95-th percentile | 762 |
| Maximum | 847.5 |
| Range | 185.5 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 31.63904905 |
|---|---|
| Coefficient of variation (CV) | 0.04533684193 |
| Kurtosis | 1.729464154 |
| Mean | 697.866188 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.299823685 |
| Sum | 807272066 |
| Variance | 1001.029425 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 662 | 104693 | 9.1% |
| 672 | 101348 | 8.8% |
| 667 | 101243 | 8.8% |
| 677 | 90606 | 7.8% |
| 682 | 89374 | 7.7% |
| 687 | 78535 | 6.8% |
| 692 | 76498 | 6.6% |
| 697 | 68462 | 5.9% |
| 702 | 62542 | 5.4% |
| 707 | 56174 | 4.9% |
| Other values (28) | 327297 |
| Value | Count | Frequency (%) |
| 662 | 104693 | |
| 667 | 101243 | |
| 672 | 101348 | |
| 677 | 90606 | |
| 682 | 89374 | |
| 687 | 78535 | |
| 692 | 76498 | |
| 697 | 68462 | |
| 702 | 62542 | |
| 707 | 56174 |
| Value | Count | Frequency (%) |
| 847.5 | 154 | < 0.1% |
| 842 | 210 | < 0.1% |
| 837 | 335 | < 0.1% |
| 832 | 602 | 0.1% |
| 827 | 896 | 0.1% |
| 822 | 1168 | 0.1% |
| 817 | 1580 | |
| 812 | 1997 | |
| 807 | 2791 | |
| 802 | 3219 |
months_cr_line
Real number (ℝ≥0)
| Distinct | 696 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 191.0901353 |
| Minimum | 35 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 MiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 73 |
| Q1 | 133 |
| median | 174 |
| Q3 | 236 |
| 95-th percentile | 358 |
| Maximum | 999 |
| Range | 964 |
| Interquartile range (IQR) | 103 |
Descriptive statistics
| Standard deviation | 86.59279216 |
|---|---|
| Coefficient of variation (CV) | 0.453151556 |
| Kurtosis | 1.532438983 |
| Mean | 191.0901353 |
| Median Absolute Deviation (MAD) | 49 |
| Skewness | 1.027122193 |
| Sum | 221047718 |
| Variance | 7498.311654 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 144 | 10226 | 0.9% |
| 157 | 9422 | 0.8% |
| 155 | 9387 | 0.8% |
| 141 | 8795 | 0.8% |
| 130 | 8765 | 0.8% |
| 146 | 8759 | 0.8% |
| 164 | 8677 | 0.8% |
| 132 | 8664 | 0.7% |
| 153 | 8647 | 0.7% |
| 151 | 8482 | 0.7% |
| Other values (686) | 1066948 |
| Value | Count | Frequency (%) |
| 35 | 5 | < 0.1% |
| 36 | 300 | < 0.1% |
| 37 | 675 | |
| 38 | 1560 | |
| 39 | 1175 | |
| 40 | 1321 | |
| 41 | 1530 | |
| 42 | 1396 | |
| 43 | 1448 | |
| 44 | 1193 |
| Value | Count | Frequency (%) |
| 999 | 1 | |
| 852 | 1 | |
| 851 | 1 | |
| 841 | 1 | |
| 821 | 1 | |
| 819 | 1 | |
| 803 | 1 | |
| 793 | 1 | |
| 786 | 1 | |
| 785 | 1 |
| Distinct | 1084282 |
|---|---|
| Distinct (%) | 93.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 399.321193 |
| Minimum | -40000 |
|---|---|
| Maximum | 28296.87792 |
| Zeros | 111 |
| Zeros (%) | < 0.1% |
| Negative | 209537 |
| Negative (%) | 18.1% |
| Memory size | 8.8 MiB |
Quantile statistics
| Minimum | -40000 |
|---|---|
| 5-th percentile | -10475.19 |
| Q1 | 268.7526887 |
| median | 1111.058756 |
| Q3 | 2408.416563 |
| 95-th percentile | 6537.777399 |
| Maximum | 28296.87792 |
| Range | 68296.87792 |
| Interquartile range (IQR) | 2139.663874 |
Descriptive statistics
| Standard deviation | 5283.968512 |
|---|---|
| Coefficient of variation (CV) | 13.23237686 |
| Kurtosis | 7.550560969 |
| Mean | 399.321193 |
| Median Absolute Deviation (MAD) | 1005.588309 |
| Skewness | -1.919955349 |
| Sum | 461923575.1 |
| Variance | 27920323.24 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 838.3548364 | 174 | < 0.1% |
| 1258.436374 | 167 | < 0.1% |
| 1510.128586 | 151 | < 0.1% |
| 1257.527562 | 151 | < 0.1% |
| 1887.644562 | 126 | < 0.1% |
| 1006.027804 | 123 | < 0.1% |
| 2095.911784 | 118 | < 0.1% |
| 2516.862749 | 116 | < 0.1% |
| 0 | 111 | < 0.1% |
| 1676.719673 | 109 | < 0.1% |
| Other values (1084272) | 1155426 |
| Value | Count | Frequency (%) |
| -40000 | 23 | |
| -39970 | 1 | < 0.1% |
| -39800 | 1 | < 0.1% |
| -39308.45 | 1 | < 0.1% |
| -39217.66 | 1 | < 0.1% |
| -39200 | 1 | < 0.1% |
| -39182.07 | 1 | < 0.1% |
| -39151.97 | 1 | < 0.1% |
| -39137.06 | 1 | < 0.1% |
| -39123.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 28296.87792 | 1 | |
| 27862.50673 | 1 | |
| 27837.63969 | 1 | |
| 27760.91388 | 1 | |
| 27687.03089 | 1 | |
| 27686.38817 | 1 | |
| 27670.38232 | 1 | |
| 27663.61834 | 1 | |
| 27663.6183 | 1 | |
| 27451.00816 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| loan_amnt | term | installment | grade | emp_length | home_ownership | annual_inc | verification_status | loan_status | purpose | addr_state | dti | delinq_2yrs | inq_last_6mths | open_acc | pub_rec | revol_bal | revol_util | total_acc | total_pymnt | application_type | fico | months_cr_line | ROI | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3600.0 | 36 months | 123.03 | 3 | 10.0 | MORTGAGE | 55000.0 | Not Verified | 1 | debt_consolidation | PA | 5.91 | 0.0 | 1.0 | 7.0 | 0.0 | 2765.0 | 29.7 | 13.0 | 4421.723917 | Individual | 677.0 | 148 | 821.723917 |
| 1 | 24700.0 | 36 months | 820.28 | 3 | 10.0 | MORTGAGE | 65000.0 | Not Verified | 1 | small_business | SD | 16.06 | 1.0 | 4.0 | 22.0 | 0.0 | 21470.0 | 19.2 | 38.0 | 25679.660000 | Individual | 717.0 | 192 | 979.660000 |
| 2 | 20000.0 | 60 months | 432.66 | 2 | 10.0 | MORTGAGE | 63000.0 | Not Verified | 1 | home_improvement | IL | 10.78 | 0.0 | 0.0 | 6.0 | 0.0 | 7869.0 | 56.2 | 18.0 | 22705.924294 | Joint App | 697.0 | 183 | 2705.924294 |
| 3 | 10400.0 | 60 months | 289.91 | 6 | 3.0 | MORTGAGE | 104433.0 | Source Verified | 1 | major_purchase | PA | 25.37 | 1.0 | 3.0 | 12.0 | 0.0 | 21929.0 | 64.5 | 35.0 | 11740.500000 | Individual | 697.0 | 210 | 1340.500000 |
| 4 | 11950.0 | 36 months | 405.18 | 3 | 4.0 | RENT | 34000.0 | Source Verified | 1 | debt_consolidation | GA | 10.20 | 0.0 | 0.0 | 5.0 | 0.0 | 8822.0 | 68.4 | 6.0 | 13708.948530 | Individual | 692.0 | 338 | 1758.948530 |
| 5 | 20000.0 | 36 months | 637.58 | 2 | 10.0 | MORTGAGE | 180000.0 | Not Verified | 1 | debt_consolidation | MN | 14.67 | 0.0 | 0.0 | 12.0 | 0.0 | 87329.0 | 84.5 | 27.0 | 21393.800000 | Individual | 682.0 | 306 | 1393.800000 |
| 6 | 20000.0 | 36 months | 631.26 | 2 | 10.0 | MORTGAGE | 85000.0 | Not Verified | 1 | major_purchase | SC | 17.61 | 1.0 | 0.0 | 8.0 | 0.0 | 826.0 | 5.7 | 15.0 | 21538.508977 | Individual | 707.0 | 201 | 1538.508977 |
| 7 | 10000.0 | 36 months | 306.45 | 1 | 6.0 | RENT | 85000.0 | Not Verified | 1 | credit_card | PA | 13.07 | 0.0 | 1.0 | 14.0 | 1.0 | 10464.0 | 34.5 | 23.0 | 10998.971575 | Individual | 687.0 | 164 | 998.971575 |
| 8 | 8000.0 | 36 months | 263.74 | 2 | 10.0 | MORTGAGE | 42000.0 | Not Verified | 1 | credit_card | RI | 34.80 | 0.0 | 0.0 | 8.0 | 0.0 | 7034.0 | 39.1 | 18.0 | 8939.580503 | Individual | 702.0 | 252 | 939.580503 |
| 9 | 1400.0 | 36 months | 47.10 | 3 | 3.0 | MORTGAGE | 64000.0 | Not Verified | 1 | other | NC | 34.95 | 0.0 | 0.0 | 17.0 | 0.0 | 37828.0 | 67.2 | 24.0 | 1575.160698 | Individual | 702.0 | 233 | 175.160698 |
Last rows
| loan_amnt | term | installment | grade | emp_length | home_ownership | annual_inc | verification_status | loan_status | purpose | addr_state | dti | delinq_2yrs | inq_last_6mths | open_acc | pub_rec | revol_bal | revol_util | total_acc | total_pymnt | application_type | fico | months_cr_line | ROI | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1156762 | 16000.0 | 60 months | 347.80 | 2 | 10.0 | MORTGAGE | 120000.0 | Not Verified | 1 | debt_consolidation | NY | 12.40 | 1.0 | 2.0 | 21.0 | 1.0 | 5995.0 | 7.6 | 34.0 | 18183.147643 | Individual | 747.0 | 150 | 2183.147643 |
| 1156763 | 11200.0 | 60 months | 257.66 | 3 | 5.0 | RENT | 86000.0 | Source Verified | 0 | debt_consolidation | WA | 4.80 | 0.0 | 0.0 | 7.0 | 2.0 | 12581.0 | 54.7 | 14.0 | 6182.920000 | Individual | 667.0 | 270 | -5017.080000 |
| 1156764 | 15000.0 | 36 months | 487.47 | 2 | 8.0 | MORTGAGE | 60000.0 | Not Verified | 1 | debt_consolidation | CO | 26.40 | 0.0 | 0.0 | 24.0 | 0.0 | 48654.0 | 36.1 | 42.0 | 15908.001163 | Individual | 682.0 | 432 | 908.001163 |
| 1156765 | 36400.0 | 60 months | 856.24 | 3 | 5.0 | RENT | 95000.0 | Verified | 0 | credit_card | CA | 21.50 | 0.0 | 0.0 | 11.0 | 0.0 | 55723.0 | 79.8 | 24.0 | 2539.420000 | Individual | 722.0 | 355 | -33860.580000 |
| 1156766 | 23800.0 | 60 months | 559.85 | 3 | 10.0 | MORTGAGE | 119000.0 | Not Verified | 1 | debt_consolidation | OH | 32.73 | 0.0 | 1.0 | 13.0 | 0.0 | 107747.0 | 89.5 | 29.0 | 29818.871195 | Individual | 687.0 | 290 | 6018.871195 |
| 1156767 | 18000.0 | 60 months | 377.95 | 2 | 5.0 | OWN | 130000.0 | Not Verified | 1 | home_improvement | TX | 20.59 | 0.0 | 1.0 | 17.0 | 0.0 | 23833.0 | 34.0 | 39.0 | 20756.233632 | Individual | 737.0 | 147 | 2756.233632 |
| 1156768 | 29400.0 | 60 months | 683.94 | 3 | 9.0 | MORTGAGE | 180792.0 | Not Verified | 1 | debt_consolidation | CA | 22.03 | 0.0 | 1.0 | 16.0 | 0.0 | 77480.0 | 85.2 | 32.0 | 35848.764532 | Individual | 707.0 | 175 | 6448.764532 |
| 1156769 | 32000.0 | 60 months | 752.74 | 3 | 3.0 | MORTGAGE | 157000.0 | Source Verified | 0 | home_improvement | AZ | 10.34 | 0.0 | 0.0 | 14.0 | 0.0 | 111598.0 | 27.4 | 18.0 | 3737.940000 | Individual | 737.0 | 64 | -28262.060000 |
| 1156770 | 16000.0 | 60 months | 362.34 | 3 | 10.0 | RENT | 150000.0 | Not Verified | 1 | medical | NC | 12.25 | 0.0 | 0.0 | 12.0 | 4.0 | 7700.0 | 55.0 | 28.0 | 18660.607569 | Individual | 667.0 | 230 | 2660.607569 |
| 1156771 | 24000.0 | 60 months | 564.56 | 3 | 6.0 | RENT | 110000.0 | Not Verified | 0 | debt_consolidation | FL | 18.30 | 0.0 | 0.0 | 10.0 | 1.0 | 17641.0 | 68.1 | 31.0 | 6755.400000 | Individual | 662.0 | 207 | -17244.600000 |